Foundations of AI
Classical ML, deep learning fundamentals, optimisation, and the first hands-on projects with the cohort. Heavy reading load — Bishop, Goodfellow, papers.
Semester one runs from late August to mid-January at Tallinn University in Estonia. It's the foundation block of the AISS programme — core AI, data, sustainable computing, and the first time the whole cohort lives in the same city.

You land in Tallinn at the tail end of summer and watch the daylight shrink from sixteen hours to six over the semester. The old town smells of woodsmoke by November. Every other shop sells black bread and the trams are clean enough to read on.
Classical ML, deep learning fundamentals, optimisation, and the first hands-on projects with the cohort. Heavy reading load — Bishop, Goodfellow, papers.
AI ethics framed through the European AI Act. Practical seminars on data governance, bias auditing, and what 'sustainable' actually means in computing.
Green software engineering, energy-aware ML, and a research methods seminar that primes you for the thesis later.
A short module on Estonia's e-society and digital governance — the country has been digital-first for two decades and the case studies are genuinely useful.
Tallinn's Vanalinn is unreasonably picturesque. The harbour walk takes you from Linnahall ruins to the new Noblessner district in twenty minutes.
Around 25–30 students from 15+ countries. Movie nights, weekend trips to Tartu and Helsinki by ferry, study sessions at the TLU library that goes till midnight.
It gets cold. Then it gets dark. Then both. A good winter coat and vitamin D supplements aren't optional — they're course requirements.
Soup season is a real thing. Try seljanka, mulgipuder, and any bakery's kohuke. Indian and Nepali groceries are limited; cook from base ingredients.
Register at the Estonian Police and Border Guard within 30 days of arrival. Bring your dorm contract, passport, and a passport photo. Booking is online.
The Estonian ID card is the key to everything — banking, transit, signatures, library. It arrives within 2 weeks of residence registration.
Trams and buses are free for registered Tallinn residents. Register your residence at linnaregister.tallinn.ee right after the police step.
LHV and Swedbank are the friendliest to international students. Bring your ID card and dorm contract. SEB is fine too but the queues are longer.
Telia, Elisa, or Tele2 — all three have prepaid plans with unlimited data for ~€15/mo. Pick one up at the airport on arrival.
Rimi and Maxima are the supermarket workhorses. For South Asian spices, head to Sadama or order online from Tallinn Indian shop.
Long-form notes on the specific, learnable things — paperwork, housing, banks, transit, the bits that take a week to figure out otherwise.
The two banks that actually take international students, the exact paperwork they ask for, and the order of operations that saves you a return trip.
Tallinn University assigns dorm rooms by application, but the form has quiet defaults that decide where you live for six months. Here's how to read it.
Short videos from Tallinn — embedded here when they go up on YouTube.
Arrival, dorm tour, first walk through Vanalinn.
What the first two weeks of the programme actually look like.
Tallinn in November — what to wear, what to expect.